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Magnesium-ion batteries hold promise as future energy storage solution, yet current Mg cathodes are challenged by low voltage and specific capacity. Herein, we present an AI-driven workflow for discovering high-performance Mg cathode…

Materials Science · Physics 2025-06-11 Wenjie Chen , Zichang Lin , Xinxin Zhang , Hao Zhou , Yuegang Zhang

Efficient energy storage systems are crucial to address the intermittency of renewable energy sources. As multivalent batteries, Zn-ion batteries (ZIBs), while inherently low voltage, offer a promising low cost alternative to Li-ion…

Materials Science · Physics 2025-04-17 Roberta Pascazio , Qian Chen , Haoming Howard Li , Aaron D. Kaplan , Kristin A. Persson

The identification of alternatives to the Lithium-ion battery architecture remains a crucial priority in the diversification of energy storage technologies. Accompanied by the low reduction potential of $\mathrm{Ca^{2+}/Ca}$, -2.87 V vs.…

Materials Science · Physics 2021-07-29 Wang Lu , Juefan Wang , Gopalakrishnan Sai Gautam , Pieremanuele Canepa

Mg batteries with oxide cathodes have the potential to significantly surpass existing Li-ion technologies in terms of sustainability, abundance, and energy density. However, Mg intercalation at the cathode is often severely hampered by the…

Materials Science · Physics 2023-03-21 Mohsen Sotoudeh , Manuel Dillenz , Johannes Döhn , Julian Hansen , Sonia Dsoke , Axel Groß

We propose a comprehensive set of indicators (including methods to obtain and analyse them) for computational screening of candidate cathode materials for rechargeable Zn-ion aqueous batteries relying on Zn$^{2+}$ intercalation processes.…

Materials Science · Physics 2023-04-18 Sriram Anand , Caio Miranda Miliante , Storm Gourley , Brian D. Adams , Drew Higgins , Oleg Rubel

Stable and fast ionic conductors for magnesium cathode materials have the prospect of enabling high energy density batteries beyond current Lithium-ion technologies. So far, only a few candidate materials have been identified leading to…

Materials Science · Physics 2021-08-25 Felix T. Bölle , Arghya Bhowmik , Tejs Vegge , Juan Maria García Lastra , Ivano E. Castelli

Developing high-performance cathode materials for magnesium-ion batteries (MIBs) remains challenging because Mg$^{2+}$ ions move slowly, and conventional materials exhibit low voltage outputs. In this study, machine learning and…

Materials Science · Physics 2026-05-13 Jhon Rogelnor A. Florida , Edward Aris D. Fajardo

A major bottleneck for the development of Mg batteries is the identification of liquid electrolytes that are simultaneously compatible with the Mg-metal anode and high-voltage cathodes. One strategy to widen the stability windows of current…

Materials Science · Physics 2019-07-09 Tina Chen , Gopalakrishnan Sai Gautam , Pieremanuele Canepa

The development of new battery materials, particularly novel cathode chemistries, is essential for enabling next generation energy storage technologies. In this work, we employ a multi-fidelity screening protocol combining the Energy-GNoME…

Materials Science · Physics 2026-02-11 Nada Alghamdi , Paolo de Angelis , Pietro Asinari , Eliodoro Chiavazzo

Development of energy storage technologies that can exhibit higher energy densities, better safety, and lower supply-chain constraints than the current state-of-the-art Li-ion batteries (LIBs) is crucial for our transition into sustainable…

Materials Science · Physics 2025-10-13 Vijay Choyal , Debsundar Dey , Gopalakrishnan Sai Gautam

Rechargeable aqueous zinc-ion batteries (RAZIBs) attract considerable scientific and commercial interest for deployment in grid-scale energy storage due to higher safety and lower manufacturing cost when compared to lithium-ion batteries.…

Materials Science · Physics 2026-02-12 Caio Miranda Miliante , Brian D. Adams , Drew Higgins , Oleg Rubel

Designing high potential cathodes for Na-ion batteries, which are comparable in performance to Li-ion cathodes, remains a challenging task. Through comprehensive density functional calculations, we disentangle the relationship between the…

Materials Science · Physics 2020-06-29 M. H. N. Assadi , Y. Shigeta

In this study, we employ first-principles density functional theory (DFT) calculations to investigate the electrochemical properties of Nb2C and Nb2CO2 MXenes as potential anode materials for sodium-ion (SIBs) and lithium-ion batteries…

Materials Science · Physics 2025-04-15 Nishat Sultana , Abdullah A. Amin , Eric J. Payton , Woo Kyun Kim

A new nanofibrous material, consisting of a conductive carbon core and an external layer made of vanadium oxide, has been studied as a cathode for aluminium-ion batteries. The material enables a mixed-ion intercalation mechanism, resulting…

Applied Physics · Physics 2020-03-24 Nicolò Canever , Thomas Nann

Selecting materials for hybrid cathodes for batteries, which combine intercalation and conversion materials, has gained interest due to their unique synergistic properties, which are not achievable by homogeneous materials. Here, we present…

Materials Science · Physics 2024-10-28 Ahmed H. Biby , Benjamin S. Rich , Charles B. Musgrave

The search for sustainable, high-performance cathodes has driven a growing interest in sodium superionic conductor (NASICON)-type phosphates for sodium-ion batteries (SIBs). To identify promising NASICONs containing earth-abundant…

Materials Science · Physics 2026-05-26 Santosh Behara , Achinthya Krishna Bheemaguli , Gopalakrishnan Sai Gautam

Using an ab initio evolutionary algorithm combined with first-principles calculations, two metastable NaMnO$_2$ polymorphs, $I4_1/amd$ and Cmcm, are identified as promising cathode materials for sodium-ion batteries. Both phases exhibit…

Materials Science · Physics 2025-06-24 Fukuan Wang , Chen Zhou , Busheng Wang , Yong Liu

The key challenge in advancing multivalent-ion batteries lies in finding suitable intercalation hosts. Open-tunnel oxides, featuring one-dimensional channels or nanopores, show promise for enabling effective ion transport. However, the vast…

Materials Science · Physics 2024-10-10 Joy Datta , Dibakar Datta , Amruth Nadimpally , Nikhil Koratkar

Mg batteries utilizing a Mg metal anode with a high-voltage intercalation cathode define a potential pathway toward energy storage with high energy density. However, the realization of Mg batteries is plagued by the instability of existing…

Materials Science · Physics 2019-02-07 Tina Chen , Gerbrand Ceder , Sai Gautam Gopalakrishnan , Pieremanuele Canepa

The recent geopolitical crisis resulted in a gas price surge. Although lithium-ion batteries represent the best available rechargeable battery technology, a significant energy and power density gap exists between LIBs and petrol/gasoline.…

Computational Engineering, Finance, and Science · Computer Science 2023-09-06 Dibakar Datta
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